Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 2098 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 623.4 B |
Variable types
| NUM | 14 |
|---|---|
| CAT | 11 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-06-03 21:17:31.744556 |
|---|---|
| Analysis finished | 2020-06-03 21:18:05.482476 |
| Duration | 33.74 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
JobRole is highly correlated with Department | High correlation |
Department is highly correlated with JobRole | High correlation |
NumCompaniesWorked has 265 (12.6%) zeros | Zeros |
TrainingTimesLastYear has 94 (4.5%) zeros | Zeros |
YearsAtCompany has 84 (4.0%) zeros | Zeros |
YearsInCurrentRole has 436 (20.8%) zeros | Zeros |
YearsSinceLastPromotion has 881 (42.0%) zeros | Zeros |
YearsWithCurrManager has 495 (23.6%) zeros | Zeros |
df_index
Real number (ℝ≥0)
| Distinct count | 1628 |
|---|---|
| Unique (%) | 77.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 683.7907530981887 |
|---|---|
| Minimum | 0 |
| Maximum | 1627 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 262 |
| median | 578.5 |
| Q3 | 1102.75 |
| 95-th percentile | 1522.15 |
| Maximum | 1627 |
| Range | 1627 |
| Interquartile range (IQR) | 840.75 |
Descriptive statistics
| Standard deviation | 483.6309562 |
|---|---|
| Coefficient of variation (CV) | 0.7072791699 |
| Kurtosis | -1.171855258 |
| Mean | 683.7907531 |
| Median Absolute Deviation (MAD) | 386 |
| Skewness | 0.3763172906 |
| Sum | 1434593 |
| Variance | 233898.9018 |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 147 | 2 | 0.1% | |
| 171 | 2 | 0.1% | |
| 169 | 2 | 0.1% | |
| 167 | 2 | 0.1% | |
| 165 | 2 | 0.1% | |
| 163 | 2 | 0.1% | |
| 161 | 2 | 0.1% | |
| 159 | 2 | 0.1% | |
| 157 | 2 | 0.1% | |
| 155 | 2 | 0.1% | |
| 153 | 2 | 0.1% | |
| 151 | 2 | 0.1% | |
| 149 | 2 | 0.1% | |
| 145 | 2 | 0.1% | |
| 117 | 2 | 0.1% | |
| 143 | 2 | 0.1% | |
| 141 | 2 | 0.1% | |
| 139 | 2 | 0.1% | |
| 137 | 2 | 0.1% | |
| 135 | 2 | 0.1% | |
| 133 | 2 | 0.1% | |
| 131 | 2 | 0.1% | |
| 129 | 2 | 0.1% | |
| 127 | 2 | 0.1% | |
| Other values (1603) | 2048 | 97.6% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 1 | 2 | 0.1% | |
| 2 | 2 | 0.1% | |
| 3 | 2 | 0.1% | |
| 4 | 2 | 0.1% | |
| 5 | 2 | 0.1% | |
| 6 | 2 | 0.1% | |
| 7 | 2 | 0.1% | |
| 8 | 2 | 0.1% | |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 1627 | 1 | < 0.1% | |
| 1626 | 1 | < 0.1% | |
| 1625 | 1 | < 0.1% | |
| 1624 | 1 | < 0.1% | |
| 1623 | 1 | < 0.1% | |
| 1622 | 1 | < 0.1% | |
| 1621 | 1 | < 0.1% | |
| 1620 | 1 | < 0.1% | |
| 1619 | 1 | < 0.1% | |
| 1618 | 1 | < 0.1% |
Age
Real number (ℝ≥0)
| Distinct count | 43 |
|---|---|
| Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.95138226882745 |
|---|---|
| Minimum | 18 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 21.85 |
| Q1 | 29 |
| median | 35 |
| Q3 | 42 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.427105093 |
|---|---|
| Coefficient of variation (CV) | 0.262218154 |
| Kurtosis | -0.4441986877 |
| Mean | 35.95138227 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4366286152 |
| Sum | 75426 |
| Variance | 88.87031044 |
| Value | Count | Frequency (%) | |
| 31 | 117 | 5.6% | |
| 29 | 108 | 5.1% | |
| 35 | 102 | 4.9% | |
| 34 | 101 | 4.8% | |
| 32 | 89 | 4.2% | |
| 30 | 88 | 4.2% | |
| 33 | 82 | 3.9% | |
| 36 | 81 | 3.9% | |
| 26 | 79 | 3.8% | |
| 28 | 76 | 3.6% | |
| 37 | 70 | 3.3% | |
| 40 | 69 | 3.3% | |
| 38 | 62 | 3.0% | |
| 41 | 60 | 2.9% | |
| 27 | 56 | 2.7% | |
| 42 | 54 | 2.6% | |
| 39 | 54 | 2.6% | |
| 25 | 50 | 2.4% | |
| 24 | 50 | 2.4% | |
| 45 | 49 | 2.3% | |
| 46 | 49 | 2.3% | |
| 50 | 46 | 2.2% | |
| 44 | 45 | 2.1% | |
| 43 | 36 | 1.7% | |
| 47 | 36 | 1.7% | |
| Other values (18) | 389 | 18.5% |
| Value | Count | Frequency (%) | |
| 18 | 16 | 0.8% | |
| 19 | 25 | 1.2% | |
| 20 | 31 | 1.5% | |
| 21 | 33 | 1.6% | |
| 22 | 20 | 1.0% | |
| 23 | 22 | 1.0% | |
| 24 | 50 | 2.4% | |
| 25 | 50 | 2.4% | |
| 26 | 79 | 3.8% | |
| 27 | 56 | 2.7% |
| Value | Count | Frequency (%) | |
| 60 | 5 | 0.2% | |
| 59 | 10 | 0.5% | |
| 58 | 22 | 1.0% | |
| 57 | 4 | 0.2% | |
| 56 | 18 | 0.9% | |
| 55 | 34 | 1.6% | |
| 54 | 18 | 0.9% | |
| 53 | 27 | 1.3% | |
| 52 | 22 | 1.0% | |
| 51 | 27 | 1.3% |
BusinessTravel
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel | 178 |
| Value | Count | Frequency (%) | |
| Travel_Rarely | 1439 | 68.6% | |
| Travel_Frequently | 481 | 22.9% | |
| Non-Travel | 178 | 8.5% |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.66253575 |
| Min length | 10 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 4499 | 15.7% | |
| r | 4018 | 14.0% | |
| l | 4018 | 14.0% | |
| a | 3537 | 12.3% | |
| T | 2098 | 7.3% | |
| v | 2098 | 7.3% | |
| _ | 1920 | 6.7% | |
| y | 1920 | 6.7% | |
| R | 1439 | 5.0% | |
| n | 659 | 2.3% | |
| F | 481 | 1.7% | |
| q | 481 | 1.7% | |
| u | 481 | 1.7% | |
| t | 481 | 1.7% | |
| N | 178 | 0.6% | |
| o | 178 | 0.6% | |
| - | 178 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 22370 | 78.0% | |
| Uppercase Letter | 4196 | 14.6% | |
| Connector Punctuation | 1920 | 6.7% | |
| Dash Punctuation | 178 | 0.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| T | 2098 | 50.0% | |
| R | 1439 | 34.3% | |
| F | 481 | 11.5% | |
| N | 178 | 4.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 4499 | 20.1% | |
| r | 4018 | 18.0% | |
| l | 4018 | 18.0% | |
| a | 3537 | 15.8% | |
| v | 2098 | 9.4% | |
| y | 1920 | 8.6% | |
| n | 659 | 2.9% | |
| q | 481 | 2.2% | |
| u | 481 | 2.2% | |
| t | 481 | 2.2% | |
| o | 178 | 0.8% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 178 | 100.0% |
Most frequent Connector Punctuation characters
| Value | Count | Frequency (%) | |
| _ | 1920 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 26566 | 92.7% | |
| Common | 2098 | 7.3% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 4499 | 16.9% | |
| r | 4018 | 15.1% | |
| l | 4018 | 15.1% | |
| a | 3537 | 13.3% | |
| T | 2098 | 7.9% | |
| v | 2098 | 7.9% | |
| y | 1920 | 7.2% | |
| R | 1439 | 5.4% | |
| n | 659 | 2.5% | |
| F | 481 | 1.8% | |
| q | 481 | 1.8% | |
| u | 481 | 1.8% | |
| t | 481 | 1.8% | |
| N | 178 | 0.7% | |
| o | 178 | 0.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| _ | 1920 | 91.5% | |
| - | 178 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 28664 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 4499 | 15.7% | |
| r | 4018 | 14.0% | |
| l | 4018 | 14.0% | |
| a | 3537 | 12.3% | |
| T | 2098 | 7.3% | |
| v | 2098 | 7.3% | |
| _ | 1920 | 6.7% | |
| y | 1920 | 6.7% | |
| R | 1439 | 5.0% | |
| n | 659 | 2.3% | |
| F | 481 | 1.7% | |
| q | 481 | 1.7% | |
| u | 481 | 1.7% | |
| t | 481 | 1.7% | |
| N | 178 | 0.6% | |
| o | 178 | 0.6% | |
| - | 178 | 0.6% |
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 99 |
| Value | Count | Frequency (%) | |
| Research & Development | 1293 | 61.6% | |
| Sales | 706 | 33.7% | |
| Human Resources | 99 | 4.7% |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 15.94899905 |
| Min length | 5 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 7369 | 22.0% | |
| 2685 | 8.0% | ||
| s | 2197 | 6.6% | |
| a | 2098 | 6.3% | |
| l | 1999 | 6.0% | |
| R | 1392 | 4.2% | |
| r | 1392 | 4.2% | |
| c | 1392 | 4.2% | |
| o | 1392 | 4.2% | |
| m | 1392 | 4.2% | |
| n | 1392 | 4.2% | |
| h | 1293 | 3.9% | |
| & | 1293 | 3.9% | |
| D | 1293 | 3.9% | |
| v | 1293 | 3.9% | |
| p | 1293 | 3.9% | |
| t | 1293 | 3.9% | |
| S | 706 | 2.1% | |
| u | 198 | 0.6% | |
| H | 99 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 25993 | 77.7% | |
| Uppercase Letter | 3490 | 10.4% | |
| Space Separator | 2685 | 8.0% | |
| Other Punctuation | 1293 | 3.9% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| R | 1392 | 39.9% | |
| D | 1293 | 37.0% | |
| S | 706 | 20.2% | |
| H | 99 | 2.8% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 7369 | 28.3% | |
| s | 2197 | 8.5% | |
| a | 2098 | 8.1% | |
| l | 1999 | 7.7% | |
| r | 1392 | 5.4% | |
| c | 1392 | 5.4% | |
| o | 1392 | 5.4% | |
| m | 1392 | 5.4% | |
| n | 1392 | 5.4% | |
| h | 1293 | 5.0% | |
| v | 1293 | 5.0% | |
| p | 1293 | 5.0% | |
| t | 1293 | 5.0% | |
| u | 198 | 0.8% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 2685 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| & | 1293 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 29483 | 88.1% | |
| Common | 3978 | 11.9% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 7369 | 25.0% | |
| s | 2197 | 7.5% | |
| a | 2098 | 7.1% | |
| l | 1999 | 6.8% | |
| R | 1392 | 4.7% | |
| r | 1392 | 4.7% | |
| c | 1392 | 4.7% | |
| o | 1392 | 4.7% | |
| m | 1392 | 4.7% | |
| n | 1392 | 4.7% | |
| h | 1293 | 4.4% | |
| D | 1293 | 4.4% | |
| v | 1293 | 4.4% | |
| p | 1293 | 4.4% | |
| t | 1293 | 4.4% | |
| S | 706 | 2.4% | |
| u | 198 | 0.7% | |
| H | 99 | 0.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2685 | 67.5% | ||
| & | 1293 | 32.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 33461 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 7369 | 22.0% | |
| 2685 | 8.0% | ||
| s | 2197 | 6.6% | |
| a | 2098 | 6.3% | |
| l | 1999 | 6.0% | |
| R | 1392 | 4.2% | |
| r | 1392 | 4.2% | |
| c | 1392 | 4.2% | |
| o | 1392 | 4.2% | |
| m | 1392 | 4.2% | |
| n | 1392 | 4.2% | |
| h | 1293 | 3.9% | |
| & | 1293 | 3.9% | |
| D | 1293 | 3.9% | |
| v | 1293 | 3.9% | |
| p | 1293 | 3.9% | |
| t | 1293 | 3.9% | |
| S | 706 | 2.1% | |
| u | 198 | 0.6% | |
| H | 99 | 0.3% |
DistanceFromHome
Real number (ℝ≥0)
| Distinct count | 29 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.63632030505243 |
|---|---|
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 15 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.257466164 |
|---|---|
| Coefficient of variation (CV) | 0.8569107193 |
| Kurtosis | -0.432162311 |
| Mean | 9.636320305 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.8657990186 |
| Sum | 20217 |
| Variance | 68.18574745 |
| Value | Count | Frequency (%) | |
| 1 | 280 | 13.3% | |
| 2 | 279 | 13.3% | |
| 9 | 149 | 7.1% | |
| 10 | 118 | 5.6% | |
| 3 | 116 | 5.5% | |
| 8 | 104 | 5.0% | |
| 7 | 104 | 5.0% | |
| 5 | 97 | 4.6% | |
| 4 | 96 | 4.6% | |
| 6 | 71 | 3.4% | |
| 24 | 56 | 2.7% | |
| 29 | 47 | 2.2% | |
| 16 | 44 | 2.1% | |
| 25 | 41 | 2.0% | |
| 11 | 41 | 2.0% | |
| 18 | 38 | 1.8% | |
| 15 | 38 | 1.8% | |
| 20 | 37 | 1.8% | |
| 12 | 36 | 1.7% | |
| 23 | 35 | 1.7% | |
| 22 | 35 | 1.7% | |
| 26 | 33 | 1.6% | |
| 14 | 33 | 1.6% | |
| 17 | 32 | 1.5% | |
| 13 | 31 | 1.5% | |
| Other values (4) | 107 | 5.1% |
| Value | Count | Frequency (%) | |
| 1 | 280 | 13.3% | |
| 2 | 279 | 13.3% | |
| 3 | 116 | 5.5% | |
| 4 | 96 | 4.6% | |
| 5 | 97 | 4.6% | |
| 6 | 71 | 3.4% | |
| 7 | 104 | 5.0% | |
| 8 | 104 | 5.0% | |
| 9 | 149 | 7.1% | |
| 10 | 118 | 5.6% |
| Value | Count | Frequency (%) | |
| 29 | 47 | 2.2% | |
| 28 | 31 | 1.5% | |
| 27 | 16 | 0.8% | |
| 26 | 33 | 1.6% | |
| 25 | 41 | 2.0% | |
| 24 | 56 | 2.7% | |
| 23 | 35 | 1.7% | |
| 22 | 35 | 1.7% | |
| 21 | 30 | 1.4% | |
| 20 | 37 | 1.8% |
Education
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8913250714966634 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.019416207 |
|---|---|
| Coefficient of variation (CV) | 0.3525775142 |
| Kurtosis | -0.5755315691 |
| Mean | 2.891325071 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2950445844 |
| Sum | 6066 |
| Variance | 1.039209402 |
| Value | Count | Frequency (%) | |
| 3 | 824 | 39.3% | |
| 4 | 558 | 26.6% | |
| 2 | 406 | 19.4% | |
| 1 | 250 | 11.9% | |
| 5 | 60 | 2.9% |
| Value | Count | Frequency (%) | |
| 1 | 250 | 11.9% | |
| 2 | 406 | 19.4% | |
| 3 | 824 | 39.3% | |
| 4 | 558 | 26.6% | |
| 5 | 60 | 2.9% |
| Value | Count | Frequency (%) | |
| 5 | 60 | 2.9% | |
| 4 | 558 | 26.6% | |
| 3 | 824 | 39.3% | |
| 2 | 406 | 19.4% | |
| 1 | 250 | 11.9% |
EducationField
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other | 110 |
| Value | Count | Frequency (%) | |
| Life Sciences | 826 | 39.4% | |
| Medical | 652 | 31.1% | |
| Marketing | 251 | 12.0% | |
| Technical Degree | 212 | 10.1% | |
| Other | 110 | 5.2% | |
| Human Resources | 47 | 2.2% |
Length
| Max length | 16 |
|---|---|
| Median length | 13 |
| Mean length | 10.58531935 |
| Min length | 5 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 4433 | 20.0% | |
| c | 2775 | 12.5% | |
| i | 2767 | 12.5% | |
| n | 1336 | 6.0% | |
| a | 1162 | 5.2% | |
| 1085 | 4.9% | ||
| s | 920 | 4.1% | |
| M | 903 | 4.1% | |
| l | 864 | 3.9% | |
| L | 826 | 3.7% | |
| f | 826 | 3.7% | |
| S | 826 | 3.7% | |
| d | 652 | 2.9% | |
| r | 620 | 2.8% | |
| g | 463 | 2.1% | |
| t | 361 | 1.6% | |
| h | 322 | 1.4% | |
| k | 251 | 1.1% | |
| T | 212 | 1.0% | |
| D | 212 | 1.0% | |
| O | 110 | 0.5% | |
| u | 94 | 0.4% | |
| H | 47 | 0.2% | |
| m | 47 | 0.2% | |
| R | 47 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 17940 | 80.8% | |
| Uppercase Letter | 3183 | 14.3% | |
| Space Separator | 1085 | 4.9% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 903 | 28.4% | |
| L | 826 | 26.0% | |
| S | 826 | 26.0% | |
| T | 212 | 6.7% | |
| D | 212 | 6.7% | |
| O | 110 | 3.5% | |
| H | 47 | 1.5% | |
| R | 47 | 1.5% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 4433 | 24.7% | |
| c | 2775 | 15.5% | |
| i | 2767 | 15.4% | |
| n | 1336 | 7.4% | |
| a | 1162 | 6.5% | |
| s | 920 | 5.1% | |
| l | 864 | 4.8% | |
| f | 826 | 4.6% | |
| d | 652 | 3.6% | |
| r | 620 | 3.5% | |
| g | 463 | 2.6% | |
| t | 361 | 2.0% | |
| h | 322 | 1.8% | |
| k | 251 | 1.4% | |
| u | 94 | 0.5% | |
| m | 47 | 0.3% | |
| o | 47 | 0.3% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 1085 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 21123 | 95.1% | |
| Common | 1085 | 4.9% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 4433 | 21.0% | |
| c | 2775 | 13.1% | |
| i | 2767 | 13.1% | |
| n | 1336 | 6.3% | |
| a | 1162 | 5.5% | |
| s | 920 | 4.4% | |
| M | 903 | 4.3% | |
| l | 864 | 4.1% | |
| L | 826 | 3.9% | |
| f | 826 | 3.9% | |
| S | 826 | 3.9% | |
| d | 652 | 3.1% | |
| r | 620 | 2.9% | |
| g | 463 | 2.2% | |
| t | 361 | 1.7% | |
| h | 322 | 1.5% | |
| k | 251 | 1.2% | |
| T | 212 | 1.0% | |
| D | 212 | 1.0% | |
| O | 110 | 0.5% | |
| u | 94 | 0.4% | |
| H | 47 | 0.2% | |
| m | 47 | 0.2% | |
| R | 47 | 0.2% | |
| o | 47 | 0.2% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1085 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 22208 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 4433 | 20.0% | |
| c | 2775 | 12.5% | |
| i | 2767 | 12.5% | |
| n | 1336 | 6.0% | |
| a | 1162 | 5.2% | |
| 1085 | 4.9% | ||
| s | 920 | 4.1% | |
| M | 903 | 4.1% | |
| l | 864 | 3.9% | |
| L | 826 | 3.7% | |
| f | 826 | 3.7% | |
| S | 826 | 3.7% | |
| d | 652 | 2.9% | |
| r | 620 | 2.8% | |
| g | 463 | 2.1% | |
| t | 361 | 1.6% | |
| h | 322 | 1.4% | |
| k | 251 | 1.1% | |
| T | 212 | 1.0% | |
| D | 212 | 1.0% | |
| O | 110 | 0.5% | |
| u | 94 | 0.4% | |
| H | 47 | 0.2% | |
| m | 47 | 0.2% | |
| R | 47 | 0.2% |
EnvironmentSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 629 | 30.0% | |
| 4 | 610 | 29.1% | |
| 1 | 464 | 22.1% | |
| 2 | 395 | 18.8% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 629 | 30.0% | |
| 4 | 610 | 29.1% | |
| 1 | 464 | 22.1% | |
| 2 | 395 | 18.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2098 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 629 | 30.0% | |
| 4 | 610 | 29.1% | |
| 1 | 464 | 22.1% | |
| 2 | 395 | 18.8% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 2098 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 629 | 30.0% | |
| 4 | 610 | 29.1% | |
| 1 | 464 | 22.1% | |
| 2 | 395 | 18.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2098 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 629 | 30.0% | |
| 4 | 610 | 29.1% | |
| 1 | 464 | 22.1% | |
| 2 | 395 | 18.8% |
Gender
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Male | |
|---|---|
| Female |
| Value | Count | Frequency (%) | |
| Male | 1274 | 60.7% | |
| Female | 824 | 39.3% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.78551001 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 2922 | 29.1% | |
| a | 2098 | 20.9% | |
| l | 2098 | 20.9% | |
| M | 1274 | 12.7% | |
| F | 824 | 8.2% | |
| m | 824 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 7942 | 79.1% | |
| Uppercase Letter | 2098 | 20.9% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 1274 | 60.7% | |
| F | 824 | 39.3% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 2922 | 36.8% | |
| a | 2098 | 26.4% | |
| l | 2098 | 26.4% | |
| m | 824 | 10.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 10040 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 2922 | 29.1% | |
| a | 2098 | 20.9% | |
| l | 2098 | 20.9% | |
| M | 1274 | 12.7% | |
| F | 824 | 8.2% | |
| m | 824 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 10040 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 2922 | 29.1% | |
| a | 2098 | 20.9% | |
| l | 2098 | 20.9% | |
| M | 1274 | 12.7% | |
| F | 824 | 8.2% | |
| m | 824 | 8.2% |
JobInvolvement
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | 180 |
| 1 | 155 |
| Value | Count | Frequency (%) | |
| 3 | 1200 | 57.2% | |
| 2 | 563 | 26.8% | |
| 4 | 180 | 8.6% | |
| 1 | 155 | 7.4% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 1200 | 57.2% | |
| 2 | 563 | 26.8% | |
| 4 | 180 | 8.6% | |
| 1 | 155 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2098 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 1200 | 57.2% | |
| 2 | 563 | 26.8% | |
| 4 | 180 | 8.6% | |
| 1 | 155 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 2098 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 1200 | 57.2% | |
| 2 | 563 | 26.8% | |
| 4 | 180 | 8.6% | |
| 1 | 155 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2098 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 1200 | 57.2% | |
| 2 | 563 | 26.8% | |
| 4 | 180 | 8.6% | |
| 1 | 155 | 7.4% |
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Sales Representative | |
| Manufacturing Director | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Sales Executive | 474 | 22.6% | |
| Research Scientist | 424 | 20.2% | |
| Laboratory Technician | 403 | 19.2% | |
| Sales Representative | 191 | 9.1% | |
| Manufacturing Director | 169 | 8.1% | |
| Healthcare Representative | 151 | 7.2% | |
| Manager | 118 | 5.6% | |
| Human Resources | 88 | 4.2% | |
| Research Director | 80 | 3.8% |
Length
| Max length | 25 |
|---|---|
| Median length | 18 |
| Mean length | 18.12392755 |
| Min length | 7 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 5661 | 14.9% | |
| a | 3684 | 9.7% | |
| t | 2978 | 7.8% | |
| i | 2888 | 7.6% | |
| c | 2865 | 7.5% | |
| r | 2676 | 7.0% | |
| n | 2116 | 5.6% | |
| s | 2111 | 5.6% | |
| 1980 | 5.2% | ||
| o | 1143 | 3.0% | |
| S | 1089 | 2.9% | |
| h | 1058 | 2.8% | |
| u | 988 | 2.6% | |
| R | 934 | 2.5% | |
| l | 816 | 2.1% | |
| v | 816 | 2.1% | |
| E | 474 | 1.2% | |
| x | 474 | 1.2% | |
| L | 403 | 1.1% | |
| b | 403 | 1.1% | |
| y | 403 | 1.1% | |
| T | 403 | 1.1% | |
| p | 342 | 0.9% | |
| M | 287 | 0.8% | |
| g | 287 | 0.8% | |
| Other values (4) | 745 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 31966 | 84.1% | |
| Uppercase Letter | 4078 | 10.7% | |
| Space Separator | 1980 | 5.2% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| S | 1089 | 26.7% | |
| R | 934 | 22.9% | |
| E | 474 | 11.6% | |
| L | 403 | 9.9% | |
| T | 403 | 9.9% | |
| M | 287 | 7.0% | |
| D | 249 | 6.1% | |
| H | 239 | 5.9% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 5661 | 17.7% | |
| a | 3684 | 11.5% | |
| t | 2978 | 9.3% | |
| i | 2888 | 9.0% | |
| c | 2865 | 9.0% | |
| r | 2676 | 8.4% | |
| n | 2116 | 6.6% | |
| s | 2111 | 6.6% | |
| o | 1143 | 3.6% | |
| h | 1058 | 3.3% | |
| u | 988 | 3.1% | |
| l | 816 | 2.6% | |
| v | 816 | 2.6% | |
| x | 474 | 1.5% | |
| b | 403 | 1.3% | |
| y | 403 | 1.3% | |
| p | 342 | 1.1% | |
| g | 287 | 0.9% | |
| f | 169 | 0.5% | |
| m | 88 | 0.3% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 1980 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 36044 | 94.8% | |
| Common | 1980 | 5.2% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 5661 | 15.7% | |
| a | 3684 | 10.2% | |
| t | 2978 | 8.3% | |
| i | 2888 | 8.0% | |
| c | 2865 | 7.9% | |
| r | 2676 | 7.4% | |
| n | 2116 | 5.9% | |
| s | 2111 | 5.9% | |
| o | 1143 | 3.2% | |
| S | 1089 | 3.0% | |
| h | 1058 | 2.9% | |
| u | 988 | 2.7% | |
| R | 934 | 2.6% | |
| l | 816 | 2.3% | |
| v | 816 | 2.3% | |
| E | 474 | 1.3% | |
| x | 474 | 1.3% | |
| L | 403 | 1.1% | |
| b | 403 | 1.1% | |
| y | 403 | 1.1% | |
| T | 403 | 1.1% | |
| p | 342 | 0.9% | |
| M | 287 | 0.8% | |
| g | 287 | 0.8% | |
| D | 249 | 0.7% | |
| Other values (3) | 496 | 1.4% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1980 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 38024 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 5661 | 14.9% | |
| a | 3684 | 9.7% | |
| t | 2978 | 7.8% | |
| i | 2888 | 7.6% | |
| c | 2865 | 7.5% | |
| r | 2676 | 7.0% | |
| n | 2116 | 5.6% | |
| s | 2111 | 5.6% | |
| 1980 | 5.2% | ||
| o | 1143 | 3.0% | |
| S | 1089 | 2.9% | |
| h | 1058 | 2.8% | |
| u | 988 | 2.6% | |
| R | 934 | 2.5% | |
| l | 816 | 2.1% | |
| v | 816 | 2.1% | |
| E | 474 | 1.2% | |
| x | 474 | 1.2% | |
| L | 403 | 1.1% | |
| b | 403 | 1.1% | |
| y | 403 | 1.1% | |
| T | 403 | 1.1% | |
| p | 342 | 0.9% | |
| M | 287 | 0.8% | |
| g | 287 | 0.8% | |
| Other values (4) | 745 | 2.0% |
JobSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 650 | 31.0% | |
| 4 | 587 | 28.0% | |
| 1 | 457 | 21.8% | |
| 2 | 404 | 19.3% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 650 | 31.0% | |
| 4 | 587 | 28.0% | |
| 1 | 457 | 21.8% | |
| 2 | 404 | 19.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2098 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 650 | 31.0% | |
| 4 | 587 | 28.0% | |
| 1 | 457 | 21.8% | |
| 2 | 404 | 19.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 2098 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 650 | 31.0% | |
| 4 | 587 | 28.0% | |
| 1 | 457 | 21.8% | |
| 2 | 404 | 19.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2098 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 650 | 31.0% | |
| 4 | 587 | 28.0% | |
| 1 | 457 | 21.8% | |
| 2 | 404 | 19.3% |
MaritalStatus
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
| Value | Count | Frequency (%) | |
| Married | 885 | 42.2% | |
| Single | 786 | 37.5% | |
| Divorced | 427 | 20.4% |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.828884652 |
| Min length | 6 |
Most occurring characters
| Value | Count | Frequency (%) | |
| r | 2197 | 15.3% | |
| i | 2098 | 14.6% | |
| e | 2098 | 14.6% | |
| d | 1312 | 9.2% | |
| M | 885 | 6.2% | |
| a | 885 | 6.2% | |
| S | 786 | 5.5% | |
| n | 786 | 5.5% | |
| g | 786 | 5.5% | |
| l | 786 | 5.5% | |
| D | 427 | 3.0% | |
| v | 427 | 3.0% | |
| o | 427 | 3.0% | |
| c | 427 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 12229 | 85.4% | |
| Uppercase Letter | 2098 | 14.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 885 | 42.2% | |
| S | 786 | 37.5% | |
| D | 427 | 20.4% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| r | 2197 | 18.0% | |
| i | 2098 | 17.2% | |
| e | 2098 | 17.2% | |
| d | 1312 | 10.7% | |
| a | 885 | 7.2% | |
| n | 786 | 6.4% | |
| g | 786 | 6.4% | |
| l | 786 | 6.4% | |
| v | 427 | 3.5% | |
| o | 427 | 3.5% | |
| c | 427 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 14327 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| r | 2197 | 15.3% | |
| i | 2098 | 14.6% | |
| e | 2098 | 14.6% | |
| d | 1312 | 9.2% | |
| M | 885 | 6.2% | |
| a | 885 | 6.2% | |
| S | 786 | 5.5% | |
| n | 786 | 5.5% | |
| g | 786 | 5.5% | |
| l | 786 | 5.5% | |
| D | 427 | 3.0% | |
| v | 427 | 3.0% | |
| o | 427 | 3.0% | |
| c | 427 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 14327 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| r | 2197 | 15.3% | |
| i | 2098 | 14.6% | |
| e | 2098 | 14.6% | |
| d | 1312 | 9.2% | |
| M | 885 | 6.2% | |
| a | 885 | 6.2% | |
| S | 786 | 5.5% | |
| n | 786 | 5.5% | |
| g | 786 | 5.5% | |
| l | 786 | 5.5% | |
| D | 427 | 3.0% | |
| v | 427 | 3.0% | |
| o | 427 | 3.0% | |
| c | 427 | 3.0% |
MonthlyIncome
Real number (ℝ≥0)
| Distinct count | 1349 |
|---|---|
| Unique (%) | 64.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5964.597235462345 |
|---|---|
| Minimum | 1009 |
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2058 |
| Q1 | 2686 |
| median | 4477.5 |
| Q3 | 7477.25 |
| 95-th percentile | 16966.2 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 4791.25 |
Descriptive statistics
| Standard deviation | 4447.984026 |
|---|---|
| Coefficient of variation (CV) | 0.7457308265 |
| Kurtosis | 1.635826299 |
| Mean | 5964.597235 |
| Median Absolute Deviation (MAD) | 1977.5 |
| Skewness | 1.515274735 |
| Sum | 12513725 |
| Variance | 19784561.9 |
| Value | Count | Frequency (%) | |
| 2404 | 11 | 0.5% | |
| 5346 | 10 | 0.5% | |
| 2342 | 8 | 0.4% | |
| 2741 | 7 | 0.3% | |
| 2380 | 7 | 0.3% | |
| 2610 | 7 | 0.3% | |
| 2956 | 6 | 0.3% | |
| 2743 | 6 | 0.3% | |
| 3407 | 6 | 0.3% | |
| 2973 | 6 | 0.3% | |
| 5993 | 6 | 0.3% | |
| 4284 | 6 | 0.3% | |
| 10609 | 6 | 0.3% | |
| 2515 | 6 | 0.3% | |
| 4941 | 6 | 0.3% | |
| 2044 | 6 | 0.3% | |
| 2132 | 6 | 0.3% | |
| 5238 | 6 | 0.3% | |
| 2377 | 6 | 0.3% | |
| 2340 | 6 | 0.3% | |
| 2886 | 6 | 0.3% | |
| 2293 | 6 | 0.3% | |
| 2362 | 6 | 0.3% | |
| 2657 | 6 | 0.3% | |
| 2693 | 6 | 0.3% | |
| Other values (1324) | 1934 | 92.2% |
| Value | Count | Frequency (%) | |
| 1009 | 5 | 0.2% | |
| 1051 | 1 | < 0.1% | |
| 1052 | 1 | < 0.1% | |
| 1081 | 5 | 0.2% | |
| 1091 | 1 | < 0.1% | |
| 1102 | 1 | < 0.1% | |
| 1118 | 5 | 0.2% | |
| 1129 | 1 | < 0.1% | |
| 1200 | 1 | < 0.1% | |
| 1223 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19999 | 1 | < 0.1% | |
| 19973 | 1 | < 0.1% | |
| 19943 | 1 | < 0.1% | |
| 19926 | 1 | < 0.1% | |
| 19859 | 5 | 0.2% | |
| 19847 | 1 | < 0.1% | |
| 19845 | 1 | < 0.1% | |
| 19833 | 1 | < 0.1% | |
| 19740 | 1 | < 0.1% | |
| 19717 | 1 | < 0.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7411820781696856 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 265 |
| Zeros (%) | 12.6% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.54220098 |
|---|---|
| Coefficient of variation (CV) | 0.9274104774 |
| Kurtosis | -0.124867917 |
| Mean | 2.741182078 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9934920768 |
| Sum | 5751 |
| Variance | 6.462785822 |
| Value | Count | Frequency (%) | |
| 1 | 777 | 37.0% | |
| 0 | 265 | 12.6% | |
| 3 | 199 | 9.5% | |
| 2 | 194 | 9.2% | |
| 4 | 191 | 9.1% | |
| 6 | 118 | 5.6% | |
| 7 | 114 | 5.4% | |
| 5 | 95 | 4.5% | |
| 9 | 84 | 4.0% | |
| 8 | 61 | 2.9% |
| Value | Count | Frequency (%) | |
| 0 | 265 | 12.6% | |
| 1 | 777 | 37.0% | |
| 2 | 194 | 9.2% | |
| 3 | 199 | 9.5% | |
| 4 | 191 | 9.1% | |
| 5 | 95 | 4.5% | |
| 6 | 118 | 5.6% | |
| 7 | 114 | 5.4% | |
| 8 | 61 | 2.9% | |
| 9 | 84 | 4.0% |
| Value | Count | Frequency (%) | |
| 9 | 84 | 4.0% | |
| 8 | 61 | 2.9% | |
| 7 | 114 | 5.4% | |
| 6 | 118 | 5.6% | |
| 5 | 95 | 4.5% | |
| 4 | 191 | 9.1% | |
| 3 | 199 | 9.5% | |
| 2 | 194 | 9.2% | |
| 1 | 777 | 37.0% | |
| 0 | 265 | 12.6% |
OverTime
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 1338 | 63.8% | |
| Yes | 760 | 36.2% |
PercentSalaryHike
Real number (ℝ≥0)
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.194470924690181 |
|---|---|
| Minimum | 11 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.688558387 |
|---|---|
| Coefficient of variation (CV) | 0.2427566189 |
| Kurtosis | -0.3107657487 |
| Mean | 15.19447092 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.822371698 |
| Sum | 31878 |
| Variance | 13.60546298 |
| Value | Count | Frequency (%) | |
| 11 | 318 | 15.2% | |
| 12 | 286 | 13.6% | |
| 13 | 285 | 13.6% | |
| 14 | 265 | 12.6% | |
| 15 | 153 | 7.3% | |
| 17 | 126 | 6.0% | |
| 16 | 122 | 5.8% | |
| 18 | 121 | 5.8% | |
| 19 | 96 | 4.6% | |
| 22 | 88 | 4.2% | |
| 20 | 71 | 3.4% | |
| 21 | 68 | 3.2% | |
| 23 | 40 | 1.9% | |
| 24 | 37 | 1.8% | |
| 25 | 22 | 1.0% |
| Value | Count | Frequency (%) | |
| 11 | 318 | 15.2% | |
| 12 | 286 | 13.6% | |
| 13 | 285 | 13.6% | |
| 14 | 265 | 12.6% | |
| 15 | 153 | 7.3% | |
| 16 | 122 | 5.8% | |
| 17 | 126 | 6.0% | |
| 18 | 121 | 5.8% | |
| 19 | 96 | 4.6% | |
| 20 | 71 | 3.4% |
| Value | Count | Frequency (%) | |
| 25 | 22 | 1.0% | |
| 24 | 37 | 1.8% | |
| 23 | 40 | 1.9% | |
| 22 | 88 | 4.2% | |
| 21 | 68 | 3.2% | |
| 20 | 71 | 3.4% | |
| 19 | 96 | 4.6% | |
| 18 | 121 | 5.8% | |
| 17 | 126 | 6.0% | |
| 16 | 122 | 5.8% |
PerformanceRating
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| 3 | |
|---|---|
| 4 | 326 |
| Value | Count | Frequency (%) | |
| 3 | 1772 | 84.5% | |
| 4 | 326 | 15.5% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 1772 | 84.5% | |
| 4 | 326 | 15.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2098 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 1772 | 84.5% | |
| 4 | 326 | 15.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 2098 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 1772 | 84.5% | |
| 4 | 326 | 15.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2098 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 1772 | 84.5% | |
| 4 | 326 | 15.5% |
StockOptionLevel
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 194 |
| 3 | 125 |
| Value | Count | Frequency (%) | |
| 0 | 1039 | 49.5% | |
| 1 | 740 | 35.3% | |
| 2 | 194 | 9.2% | |
| 3 | 125 | 6.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 1039 | 49.5% | |
| 1 | 740 | 35.3% | |
| 2 | 194 | 9.2% | |
| 3 | 125 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2098 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 1039 | 49.5% | |
| 1 | 740 | 35.3% | |
| 2 | 194 | 9.2% | |
| 3 | 125 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 2098 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 1039 | 49.5% | |
| 1 | 740 | 35.3% | |
| 2 | 194 | 9.2% | |
| 3 | 125 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2098 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 1039 | 49.5% | |
| 1 | 740 | 35.3% | |
| 2 | 194 | 9.2% | |
| 3 | 125 | 6.0% |
TotalWorkingYears
Real number (ℝ≥0)
| Distinct count | 40 |
|---|---|
| Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.27121067683508 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 19 |
| Zeros (%) | 0.9% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 9 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.581151524 |
|---|---|
| Coefficient of variation (CV) | 0.7380971691 |
| Kurtosis | 1.150350782 |
| Mean | 10.27121068 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.166355618 |
| Sum | 21549 |
| Variance | 57.47385843 |
| Value | Count | Frequency (%) | |
| 10 | 254 | 12.1% | |
| 1 | 185 | 8.8% | |
| 6 | 173 | 8.2% | |
| 8 | 155 | 7.4% | |
| 7 | 133 | 6.3% | |
| 5 | 128 | 6.1% | |
| 9 | 120 | 5.7% | |
| 4 | 99 | 4.7% | |
| 3 | 74 | 3.5% | |
| 2 | 67 | 3.2% | |
| 12 | 64 | 3.1% | |
| 15 | 56 | 2.7% | |
| 11 | 48 | 2.3% | |
| 17 | 45 | 2.1% | |
| 14 | 43 | 2.0% | |
| 18 | 43 | 2.0% | |
| 16 | 41 | 2.0% | |
| 13 | 40 | 1.9% | |
| 20 | 38 | 1.8% | |
| 21 | 34 | 1.6% | |
| 19 | 34 | 1.6% | |
| 22 | 29 | 1.4% | |
| 24 | 26 | 1.2% | |
| 23 | 22 | 1.0% | |
| 0 | 19 | 0.9% | |
| Other values (15) | 128 | 6.1% |
| Value | Count | Frequency (%) | |
| 0 | 19 | 0.9% | |
| 1 | 185 | 8.8% | |
| 2 | 67 | 3.2% | |
| 3 | 74 | 3.5% | |
| 4 | 99 | 4.7% | |
| 5 | 128 | 6.1% | |
| 6 | 173 | 8.2% | |
| 7 | 133 | 6.3% | |
| 8 | 155 | 7.4% | |
| 9 | 120 | 5.7% |
| Value | Count | Frequency (%) | |
| 40 | 2 | 0.1% | |
| 38 | 1 | < 0.1% | |
| 37 | 4 | 0.2% | |
| 36 | 6 | 0.3% | |
| 35 | 3 | 0.1% | |
| 34 | 9 | 0.4% | |
| 33 | 7 | 0.3% | |
| 32 | 9 | 0.4% | |
| 31 | 9 | 0.4% | |
| 30 | 7 | 0.3% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7430886558627265 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 94 |
| Zeros (%) | 4.5% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.282010221 |
|---|---|
| Coefficient of variation (CV) | 0.467360112 |
| Kurtosis | 0.5149752082 |
| Mean | 2.743088656 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.476846861 |
| Sum | 5755 |
| Variance | 1.643550208 |
| Value | Count | Frequency (%) | |
| 2 | 795 | 37.9% | |
| 3 | 679 | 32.4% | |
| 4 | 187 | 8.9% | |
| 5 | 163 | 7.8% | |
| 1 | 103 | 4.9% | |
| 0 | 94 | 4.5% | |
| 6 | 77 | 3.7% |
| Value | Count | Frequency (%) | |
| 0 | 94 | 4.5% | |
| 1 | 103 | 4.9% | |
| 2 | 795 | 37.9% | |
| 3 | 679 | 32.4% | |
| 4 | 187 | 8.9% | |
| 5 | 163 | 7.8% | |
| 6 | 77 | 3.7% |
| Value | Count | Frequency (%) | |
| 6 | 77 | 3.7% | |
| 5 | 163 | 7.8% | |
| 4 | 187 | 8.9% | |
| 3 | 679 | 32.4% | |
| 2 | 795 | 37.9% | |
| 1 | 103 | 4.9% | |
| 0 | 94 | 4.5% |
| Distinct count | 37 |
|---|---|
| Unique (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.311725452812202 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 84 |
| Zeros (%) | 4.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.929169085 |
|---|---|
| Coefficient of variation (CV) | 0.9393895742 |
| Kurtosis | 4.544391039 |
| Mean | 6.311725453 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.878901104 |
| Sum | 13242 |
| Variance | 35.15504604 |
| Value | Count | Frequency (%) | |
| 1 | 335 | 16.0% | |
| 5 | 244 | 11.6% | |
| 2 | 215 | 10.2% | |
| 3 | 180 | 8.6% | |
| 10 | 160 | 7.6% | |
| 4 | 154 | 7.3% | |
| 7 | 118 | 5.6% | |
| 8 | 108 | 5.1% | |
| 9 | 106 | 5.1% | |
| 6 | 104 | 5.0% | |
| 0 | 84 | 4.0% | |
| 13 | 32 | 1.5% | |
| 11 | 32 | 1.5% | |
| 20 | 27 | 1.3% | |
| 14 | 26 | 1.2% | |
| 15 | 24 | 1.1% | |
| 21 | 18 | 0.9% | |
| 22 | 15 | 0.7% | |
| 19 | 15 | 0.7% | |
| 12 | 14 | 0.7% | |
| 17 | 13 | 0.6% | |
| 18 | 13 | 0.6% | |
| 16 | 12 | 0.6% | |
| 24 | 10 | 0.5% | |
| 33 | 9 | 0.4% | |
| Other values (12) | 30 | 1.4% |
| Value | Count | Frequency (%) | |
| 0 | 84 | 4.0% | |
| 1 | 335 | 16.0% | |
| 2 | 215 | 10.2% | |
| 3 | 180 | 8.6% | |
| 4 | 154 | 7.3% | |
| 5 | 244 | 11.6% | |
| 6 | 104 | 5.0% | |
| 7 | 118 | 5.6% | |
| 8 | 108 | 5.1% | |
| 9 | 106 | 5.1% |
| Value | Count | Frequency (%) | |
| 40 | 1 | < 0.1% | |
| 37 | 1 | < 0.1% | |
| 36 | 2 | 0.1% | |
| 34 | 1 | < 0.1% | |
| 33 | 9 | 0.4% | |
| 32 | 3 | 0.1% | |
| 31 | 3 | 0.1% | |
| 30 | 1 | < 0.1% | |
| 29 | 2 | 0.1% | |
| 27 | 2 | 0.1% |
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7545281220209725 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros | 436 |
| Zeros (%) | 20.8% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.485687199 |
|---|---|
| Coefficient of variation (CV) | 0.9283955496 |
| Kurtosis | 0.7071793168 |
| Mean | 3.754528122 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.034073023 |
| Sum | 7877 |
| Variance | 12.15001525 |
| Value | Count | Frequency (%) | |
| 2 | 560 | 26.7% | |
| 0 | 436 | 20.8% | |
| 7 | 294 | 14.0% | |
| 3 | 183 | 8.7% | |
| 4 | 140 | 6.7% | |
| 8 | 109 | 5.2% | |
| 1 | 97 | 4.6% | |
| 9 | 79 | 3.8% | |
| 6 | 41 | 2.0% | |
| 5 | 40 | 1.9% | |
| 10 | 33 | 1.6% | |
| 11 | 22 | 1.0% | |
| 13 | 18 | 0.9% | |
| 12 | 14 | 0.7% | |
| 14 | 11 | 0.5% | |
| 15 | 8 | 0.4% | |
| 16 | 7 | 0.3% | |
| 17 | 4 | 0.2% | |
| 18 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 436 | 20.8% | |
| 1 | 97 | 4.6% | |
| 2 | 560 | 26.7% | |
| 3 | 183 | 8.7% | |
| 4 | 140 | 6.7% | |
| 5 | 40 | 1.9% | |
| 6 | 41 | 2.0% | |
| 7 | 294 | 14.0% | |
| 8 | 109 | 5.2% | |
| 9 | 79 | 3.8% |
| Value | Count | Frequency (%) | |
| 18 | 2 | 0.1% | |
| 17 | 4 | 0.2% | |
| 16 | 7 | 0.3% | |
| 15 | 8 | 0.4% | |
| 14 | 11 | 0.5% | |
| 13 | 18 | 0.9% | |
| 12 | 14 | 0.7% | |
| 11 | 22 | 1.0% | |
| 10 | 33 | 1.6% | |
| 9 | 79 | 3.8% |
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0972354623450906 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 881 |
| Zeros (%) | 42.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.169219208 |
|---|---|
| Coefficient of variation (CV) | 1.511141341 |
| Kurtosis | 3.792262367 |
| Mean | 2.097235462 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.019676097 |
| Sum | 4400 |
| Variance | 10.04395039 |
| Value | Count | Frequency (%) | |
| 0 | 881 | 42.0% | |
| 1 | 477 | 22.7% | |
| 2 | 243 | 11.6% | |
| 7 | 124 | 5.9% | |
| 4 | 73 | 3.5% | |
| 3 | 64 | 3.1% | |
| 5 | 49 | 2.3% | |
| 6 | 48 | 2.3% | |
| 9 | 29 | 1.4% | |
| 11 | 28 | 1.3% | |
| 8 | 18 | 0.9% | |
| 15 | 17 | 0.8% | |
| 13 | 14 | 0.7% | |
| 14 | 13 | 0.6% | |
| 12 | 10 | 0.5% | |
| 10 | 10 | 0.5% |
| Value | Count | Frequency (%) | |
| 0 | 881 | 42.0% | |
| 1 | 477 | 22.7% | |
| 2 | 243 | 11.6% | |
| 3 | 64 | 3.1% | |
| 4 | 73 | 3.5% | |
| 5 | 49 | 2.3% | |
| 6 | 48 | 2.3% | |
| 7 | 124 | 5.9% | |
| 8 | 18 | 0.9% | |
| 9 | 29 | 1.4% |
| Value | Count | Frequency (%) | |
| 15 | 17 | 0.8% | |
| 14 | 13 | 0.6% | |
| 13 | 14 | 0.7% | |
| 12 | 10 | 0.5% | |
| 11 | 28 | 1.3% | |
| 10 | 10 | 0.5% | |
| 9 | 29 | 1.4% | |
| 8 | 18 | 0.9% | |
| 7 | 124 | 5.9% | |
| 6 | 48 | 2.3% |
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7106768350810295 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 495 |
| Zeros (%) | 23.6% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.507698519 |
|---|---|
| Coefficient of variation (CV) | 0.9452988429 |
| Kurtosis | 0.3110244058 |
| Mean | 3.710676835 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.9297415982 |
| Sum | 7785 |
| Variance | 12.3039489 |
| Value | Count | Frequency (%) | |
| 0 | 495 | 23.6% | |
| 2 | 480 | 22.9% | |
| 7 | 292 | 13.9% | |
| 3 | 194 | 9.2% | |
| 8 | 135 | 6.4% | |
| 4 | 126 | 6.0% | |
| 1 | 108 | 5.1% | |
| 9 | 72 | 3.4% | |
| 5 | 39 | 1.9% | |
| 6 | 37 | 1.8% | |
| 10 | 35 | 1.7% | |
| 11 | 26 | 1.2% | |
| 12 | 18 | 0.9% | |
| 13 | 14 | 0.7% | |
| 14 | 13 | 0.6% | |
| 17 | 7 | 0.3% | |
| 15 | 5 | 0.2% | |
| 16 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 495 | 23.6% | |
| 1 | 108 | 5.1% | |
| 2 | 480 | 22.9% | |
| 3 | 194 | 9.2% | |
| 4 | 126 | 6.0% | |
| 5 | 39 | 1.9% | |
| 6 | 37 | 1.8% | |
| 7 | 292 | 13.9% | |
| 8 | 135 | 6.4% | |
| 9 | 72 | 3.4% |
| Value | Count | Frequency (%) | |
| 17 | 7 | 0.3% | |
| 16 | 2 | 0.1% | |
| 15 | 5 | 0.2% | |
| 14 | 13 | 0.6% | |
| 13 | 14 | 0.7% | |
| 12 | 18 | 0.9% | |
| 11 | 26 | 1.2% | |
| 10 | 35 | 1.7% | |
| 9 | 72 | 3.4% | |
| 8 | 135 | 6.4% |
CommunicationSkill
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1167778836987607 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.409889016 |
|---|---|
| Coefficient of variation (CV) | 0.4523546652 |
| Kurtosis | -1.288031349 |
| Mean | 3.116777884 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1023047057 |
| Sum | 6539 |
| Variance | 1.987787038 |
| Value | Count | Frequency (%) | |
| 5 | 470 | 22.4% | |
| 4 | 444 | 21.2% | |
| 3 | 412 | 19.6% | |
| 2 | 405 | 19.3% | |
| 1 | 367 | 17.5% |
| Value | Count | Frequency (%) | |
| 1 | 367 | 17.5% | |
| 2 | 405 | 19.3% | |
| 3 | 412 | 19.6% | |
| 4 | 444 | 21.2% | |
| 5 | 470 | 22.4% |
| Value | Count | Frequency (%) | |
| 5 | 470 | 22.4% | |
| 4 | 444 | 21.2% | |
| 3 | 412 | 19.6% | |
| 2 | 405 | 19.3% | |
| 1 | 367 | 17.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | Age | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | CommunicationSkill | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 30 | Non-Travel | Research & Development | 2 | 3 | Medical | 3 | Female | 3 | Laboratory Technician | 4 | Single | 2564 | 0 | No | 14 | 3 | 0 | 12 | 2 | 11 | 7 | 6 | 7 | 4 |
| 1 | 1 | 36 | Travel_Rarely | Research & Development | 12 | 4 | Life Sciences | 3 | Female | 3 | Manufacturing Director | 3 | Married | 4663 | 9 | Yes | 12 | 3 | 2 | 7 | 2 | 3 | 2 | 1 | 1 | 2 |
| 2 | 2 | 55 | Travel_Rarely | Sales | 2 | 1 | Medical | 3 | Male | 3 | Sales Executive | 4 | Single | 5160 | 4 | No | 16 | 3 | 0 | 12 | 3 | 9 | 7 | 7 | 3 | 5 |
| 3 | 3 | 39 | Travel_Rarely | Research & Development | 24 | 1 | Life Sciences | 1 | Male | 3 | Research Scientist | 4 | Single | 4108 | 7 | No | 13 | 3 | 0 | 18 | 2 | 7 | 7 | 1 | 7 | 4 |
| 4 | 4 | 37 | Travel_Rarely | Research & Development | 3 | 3 | Other | 3 | Male | 3 | Manufacturing Director | 3 | Married | 9434 | 1 | No | 15 | 3 | 1 | 10 | 2 | 10 | 7 | 7 | 8 | 1 |
| 5 | 5 | 31 | Travel_Rarely | Sales | 7 | 4 | Life Sciences | 2 | Male | 2 | Sales Representative | 3 | Married | 2329 | 3 | No | 15 | 3 | 0 | 13 | 2 | 7 | 7 | 5 | 2 | 2 |
| 6 | 6 | 32 | Travel_Rarely | Research & Development | 1 | 3 | Life Sciences | 4 | Male | 2 | Laboratory Technician | 3 | Single | 3730 | 0 | Yes | 14 | 3 | 0 | 4 | 2 | 3 | 2 | 1 | 2 | 1 |
| 7 | 7 | 33 | Travel_Rarely | Research & Development | 4 | 4 | Medical | 1 | Female | 2 | Laboratory Technician | 2 | Married | 3838 | 8 | No | 11 | 3 | 0 | 8 | 5 | 5 | 4 | 0 | 2 | 5 |
| 8 | 8 | 35 | Travel_Frequently | Sales | 11 | 2 | Marketing | 4 | Male | 3 | Sales Executive | 4 | Divorced | 4968 | 1 | No | 11 | 3 | 1 | 5 | 3 | 5 | 2 | 0 | 2 | 4 |
| 9 | 9 | 21 | Travel_Rarely | Sales | 7 | 1 | Marketing | 2 | Male | 3 | Sales Representative | 2 | Single | 2679 | 1 | No | 13 | 3 | 0 | 1 | 3 | 1 | 0 | 1 | 0 | 5 |
Last rows
| df_index | Age | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | CommunicationSkill | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2088 | 460 | 38 | Travel_Rarely | Research & Development | 15 | 2 | Life Sciences | 3 | Male | 2 | Research Director | 4 | Divorced | 11510 | 0 | Yes | 14 | 3 | 1 | 12 | 3 | 11 | 10 | 2 | 9 | 1 |
| 2089 | 461 | 43 | Travel_Rarely | Research & Development | 14 | 2 | Life Sciences | 2 | Male | 3 | Research Director | 1 | Married | 17159 | 6 | No | 24 | 4 | 1 | 22 | 3 | 4 | 1 | 1 | 0 | 2 |
| 2090 | 462 | 31 | Travel_Rarely | Sales | 20 | 3 | Life Sciences | 2 | Female | 1 | Sales Executive | 3 | Married | 4559 | 3 | Yes | 11 | 3 | 1 | 4 | 2 | 2 | 2 | 2 | 2 | 1 |
| 2091 | 463 | 38 | Travel_Rarely | Research & Development | 18 | 3 | Medical | 2 | Male | 1 | Healthcare Representative | 4 | Married | 5811 | 3 | Yes | 16 | 3 | 1 | 15 | 2 | 1 | 0 | 1 | 0 | 2 |
| 2092 | 464 | 22 | Travel_Frequently | Research & Development | 3 | 4 | Life Sciences | 3 | Male | 2 | Research Scientist | 4 | Married | 2853 | 0 | Yes | 11 | 3 | 1 | 1 | 5 | 0 | 0 | 0 | 0 | 5 |
| 2093 | 465 | 32 | Travel_Rarely | Research & Development | 2 | 4 | Life Sciences | 4 | Male | 3 | Laboratory Technician | 2 | Single | 1393 | 1 | No | 12 | 3 | 0 | 1 | 2 | 1 | 0 | 0 | 0 | 5 |
| 2094 | 466 | 18 | Travel_Frequently | Sales | 3 | 2 | Medical | 2 | Female | 3 | Sales Representative | 4 | Single | 1569 | 1 | Yes | 12 | 3 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 2 |
| 2095 | 467 | 24 | Travel_Rarely | Research & Development | 23 | 3 | Medical | 2 | Male | 4 | Research Scientist | 4 | Married | 2725 | 1 | Yes | 11 | 3 | 2 | 6 | 3 | 6 | 5 | 1 | 4 | 1 |
| 2096 | 468 | 31 | Travel_Rarely | Research & Development | 23 | 3 | Medical | 2 | Male | 2 | Healthcare Representative | 4 | Married | 5582 | 0 | No | 21 | 4 | 1 | 10 | 2 | 9 | 0 | 7 | 8 | 3 |
| 2097 | 469 | 36 | Travel_Rarely | Research & Development | 5 | 4 | Life Sciences | 2 | Female | 3 | Healthcare Representative | 1 | Married | 8008 | 4 | No | 12 | 3 | 2 | 9 | 6 | 3 | 2 | 0 | 2 | 5 |